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@@ -30,7 +30,9 @@ This model was fine-tuned using [Predibase](https://predibase.com/), the first l
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  I fine-tuned base Llama-2-7b using LoRA with 4 bit quantization on a single T4 GPU, which cost approximately $3 to train
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  on Predibase.
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- Dataset: https://github.com/sahil280114/codealpaca
 
 
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  To use these weights:
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  ```python
 
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  I fine-tuned base Llama-2-7b using LoRA with 4 bit quantization on a single T4 GPU, which cost approximately $3 to train
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  on Predibase.
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+ Dataset and training parameters are borrowed from: https://github.com/sahil280114/codealpaca,
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+ but all of these parameters including DeepSpeed can be directly used with [Ludwig](https://ludwig.ai/latest/), the open-source
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+ toolkit for LLMs that Predibase is built on.
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  To use these weights:
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  ```python